BAYSIS Selected Dataset Report

Dataset statistics

Number of variables	36
Number of observations	471
Missing cells	25
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	132.6 KiB
Average record size in memory	288.3 B

Variable types

CAT	20
NUM	16

Warnings

`Bes2` has constant value "471"	Constant
`TempIL` is highly correlated with `TempGL`	High correlation
`TempGL` is highly correlated with `TempIL`	High correlation
`SpatIL` is highly correlated with `SpatGL`	High correlation
`SpatGL` is highly correlated with `SpatIL`	High correlation
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`TempIL` is highly correlated with `TempGL`	High correlation
`TempGL` is highly correlated with `TempIL`	High correlation
`Fstf` has 25 (5.3%) missing values	Missing
`df_index` has unique values	Unique
`TempDist` has 396 (84.1%) zeros	Zeros
`SpatDist` has 378 (80.3%) zeros	Zeros
`UArt1` has 13 (2.8%) zeros	Zeros
`AUrs1` has 437 (92.8%) zeros	Zeros

Reproduction

Analysis started	2020-10-29 21:41:43.240796
Analysis finished	2020-10-29 21:42:51.747547
Duration	1 minute and 8.51 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	471
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	976.4161359
Minimum	2
Maximum	1852
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	2
5-th percentile	128.5
Q1	544.5
median	992
Q3	1415.5
95-th percentile	1754
Maximum	1852
Range	1850
Interquartile range (IQR)	871

Descriptive statistics

Standard deviation	521.3039348
Coefficient of variation (CV)	0.5338952478
Kurtosis	-1.110627537
Mean	976.4161359
Median Absolute Deviation (MAD)	430
Skewness	-0.1252774804
Sum	459892
Variance	271757.7924
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1023	1	0.2%
342	1	0.2%
322	1	0.2%
1349	1	0.2%
328	1	0.2%
330	1	0.2%
331	1	0.2%
1356	1	0.2%
1358	1	0.2%
1359	1	0.2%
Other values (461)	461	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.2%
5	1	0.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
1852	1	0.2%
1837	1	0.2%
1835	1	0.2%
1834	1	0.2%
1833	1	0.2%

TempMax
Real number (ℝ_≥0)

Distinct	169
Distinct (%)	35.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	219.9808917
Minimum	9
Maximum	1323
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	9
5-th percentile	24
Q1	79.5
median	150
Q3	286.5
95-th percentile	661.5
Maximum	1323
Range	1314
Interquartile range (IQR)	207

Descriptive statistics

Standard deviation	212.7688128
Coefficient of variation (CV)	0.9672149757
Kurtosis	6.452013531
Mean	219.9808917
Median Absolute Deviation (MAD)	90
Skewness	2.214838711
Sum	103611
Variance	45270.56772
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129	11	2.3%
81	9	1.9%
30	9	1.9%
78	9	1.9%
135	8	1.7%
123	7	1.5%
87	7	1.5%
117	7	1.5%
75	7	1.5%
42	7	1.5%
Other values (159)	390	82.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	3	0.6%
12	3	0.6%
15	2	0.4%
18	6	1.3%
21	5	1.1%

Value	Count	Frequency (%)
1323	2	0.4%
1257	2	0.4%
1194	1	0.2%
1029	1	0.2%
960	1	0.2%

TempAvg
Real number (ℝ_≥0)

Distinct	174
Distinct (%)	36.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.9044586
Minimum	4
Maximum	1326
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	4
5-th percentile	10
Q1	30
median	61
Q3	99
95-th percentile	226.5
Maximum	1326
Range	1322
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	115.1059152
Coefficient of variation (CV)	1.339929464
Kurtosis	59.31657529
Mean	85.9044586
Median Absolute Deviation (MAD)	34
Skewness	6.555039442
Sum	40461
Variance	13249.3717
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	7	1.5%
8	7	1.5%
11	7	1.5%
89	7	1.5%
56	7	1.5%
26	7	1.5%
99	7	1.5%
24	7	1.5%
44	7	1.5%
23	7	1.5%
Other values (164)	401	85.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	1	0.2%
5	1	0.2%
6	3	0.6%
7	5	1.1%
8	7	1.5%

Value	Count	Frequency (%)
1326	1	0.2%
1260	1	0.2%
955	1	0.2%
703	1	0.2%
575	1	0.2%

SpatMax
Real number (ℝ_≥0)

Distinct	428
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14241.98089
Minimum	832
Maximum	219082
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	832
5-th percentile	2169.5
Q1	5616.5
median	9574
Q3	17188
95-th percentile	37023.5
Maximum	219082
Range	218250
Interquartile range (IQR)	11571.5

Descriptive statistics

Standard deviation	19325.269
Coefficient of variation (CV)	1.356922829
Kurtosis	59.79710056
Mean	14241.98089
Median Absolute Deviation (MAD)	5074
Skewness	6.758608342
Sum	6707973
Variance	373466021.9
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6025	3	0.6%
9917	3	0.6%
9574	3	0.6%
42393	3	0.6%
6621	3	0.6%
15639	2	0.4%
4168	2	0.4%
13163	2	0.4%
18569	2	0.4%
4747	2	0.4%
Other values (418)	446	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
832	1	0.2%
1110	1	0.2%
1194	1	0.2%
1206	1	0.2%
1280	1	0.2%

Value	Count	Frequency (%)
219082	1	0.2%
189730	2	0.4%
153237	1	0.2%
70726	1	0.2%
64943	1	0.2%

SpatAvg
Real number (ℝ_≥0)

Distinct	437
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4005.225053
Minimum	583
Maximum	13744
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	583
5-th percentile	1034.5
Q1	2050
median	3355
Q3	5605
95-th percentile	8890
Maximum	13744
Range	13161
Interquartile range (IQR)	3555

Descriptive statistics

Standard deviation	2525.928992
Coefficient of variation (CV)	0.630658442
Kurtosis	0.7791238899
Mean	4005.225053
Median Absolute Deviation (MAD)	1616
Skewness	1.020843813
Sum	1886461
Variance	6380317.273
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5606	3	0.6%
4022	3	0.6%
2422	3	0.6%
1264	2	0.4%
1831	2	0.4%
7851	2	0.4%
9511	2	0.4%
3494	2	0.4%
8285	2	0.4%
1564	2	0.4%
Other values (427)	448	95.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
583	1	0.2%
625	1	0.2%
643	1	0.2%
660	1	0.2%
670	1	0.2%

Value	Count	Frequency (%)
13744	1	0.2%
12480	1	0.2%
12363	1	0.2%
12288	1	0.2%
12174	1	0.2%

TempDist
Real number (ℝ_≥0)

ZEROS

Distinct	25
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.097664544
Minimum	0
Maximum	24
Zeros	396
Zeros (%)	84.1%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	17.5
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.531631946
Coefficient of variation (CV)	2.637043164
Kurtosis	6.106655339
Mean	2.097664544
Median Absolute Deviation (MAD)	0
Skewness	2.687304112
Sum	988
Variance	30.59895198
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	396	84.1%
18	7	1.5%
6	7	1.5%
5	6	1.3%
17	6	1.3%
24	6	1.3%
12	5	1.1%
9	4	0.8%
16	3	0.6%
2	3	0.6%
Other values (15)	28	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	396	84.1%
1	1	0.2%
2	3	0.6%
3	1	0.2%
4	1	0.2%

Value	Count	Frequency (%)
24	6	1.3%
23	3	0.6%
22	2	0.4%
21	3	0.6%
20	1	0.2%

SpatDist
Real number (ℝ_≥0)

ZEROS

Distinct	80
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	105.7154989
Minimum	0
Maximum	2000
Zeros	378
Zeros (%)	80.3%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	722
Maximum	2000
Range	2000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	306.4723023
Coefficient of variation (CV)	2.899029049
Kurtosis	14.88397032
Mean	105.7154989
Median Absolute Deviation (MAD)	0
Skewness	3.737164569
Sum	49792
Variance	93925.27208
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	378	80.3%
250	4	0.8%
290	3	0.6%
1250	3	0.6%
50	3	0.6%
718	2	0.4%
112	2	0.4%
252	2	0.4%
3	2	0.4%
210	2	0.4%
Other values (70)	70	14.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	378	80.3%
3	2	0.4%
21	1	0.2%
22	1	0.2%
50	3	0.6%

Value	Count	Frequency (%)
2000	1	0.2%
1949	1	0.2%
1766	1	0.2%
1713	1	0.2%
1703	1	0.2%

Coverage
Real number (ℝ_≥0)

Distinct	78
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.02760085
Minimum	2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	2
5-th percentile	11
Q1	23
median	35
Q3	47
95-th percentile	70
Maximum	100
Range	98
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	18.29153049
Coefficient of variation (CV)	0.4939971824
Kurtosis	0.2306551822
Mean	37.02760085
Median Absolute Deviation (MAD)	12
Skewness	0.6356840901
Sum	17440
Variance	334.5800876
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	17	3.6%
18	15	3.2%
30	15	3.2%
37	14	3.0%
42	13	2.8%
25	13	2.8%
35	13	2.8%
38	12	2.5%
31	12	2.5%
16	11	2.3%
Other values (68)	336	71.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.2%
3	2	0.4%
5	2	0.4%
6	4	0.8%
7	2	0.4%

Value	Count	Frequency (%)
100	2	0.4%
90	1	0.2%
88	4	0.8%
86	1	0.2%
85	1	0.2%

TempGL
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

3	396
5	75

Frequencies
Length

Value	Count	Frequency (%)
3	396	84.1%
5	75	15.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatGL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

2	378
3	93

Frequencies
Length

Value	Count	Frequency (%)
2	378	80.3%
3	93	19.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TempIL
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

4	217
5	179
-1	75

Frequencies
Length

Value	Count	Frequency (%)
4	217	46.1%
5	179	38.0%
-1	75	15.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.159235669
Min length	1

SpatIL
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.152866242
Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.184565603
Coefficient of variation (CV)	0.6928824236
Kurtosis	-0.2378130479
Mean	3.152866242
Median Absolute Deviation (MAD)	1
Skewness	-1.182645461
Sum	1485
Variance	4.772326874
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	209	44.4%
5	131	27.8%
-1	93	19.7%
2	21	4.5%
3	14	3.0%
1	3	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	93	19.7%
1	3	0.6%
2	21	4.5%
3	14	3.0%
4	209	44.4%

Value	Count	Frequency (%)
5	131	27.8%
4	209	44.4%
3	14	3.0%
2	21	4.5%
1	3	0.6%

TLCar
Real number (ℝ_≥0)

Distinct	359
Distinct (%)	76.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1502.046709
Minimum	1001
Maximum	1996
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	1001
5-th percentile	1041.5
Q1	1254.5
median	1511
Q3	1751
95-th percentile	1945.5
Maximum	1996
Range	995
Interquartile range (IQR)	496.5

Descriptive statistics

Standard deviation	287.635744
Coefficient of variation (CV)	0.1914958718
Kurtosis	-1.204413812
Mean	1502.046709
Median Absolute Deviation (MAD)	251
Skewness	0.006558741966
Sum	707464
Variance	82734.32122
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1552	4	0.8%
1179	4	0.8%
1881	4	0.8%
1451	4	0.8%
1171	3	0.6%
1184	3	0.6%
1215	3	0.6%
1403	3	0.6%
1563	3	0.6%
1628	3	0.6%
Other values (349)	437	92.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1001	1	0.2%
1003	2	0.4%
1006	1	0.2%
1014	1	0.2%
1015	1	0.2%

Value	Count	Frequency (%)
1996	1	0.2%
1992	1	0.2%
1991	1	0.2%
1988	1	0.2%
1985	1	0.2%

TLHGV
Real number (ℝ_≥0)

Distinct	294
Distinct (%)	62.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	747.0169851
Minimum	501
Maximum	998
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	501
5-th percentile	531.5
Q1	626
median	749
Q3	867.5
95-th percentile	965.5
Maximum	998
Range	497
Interquartile range (IQR)	241.5

Descriptive statistics

Standard deviation	140.9321843
Coefficient of variation (CV)	0.1886599463
Kurtosis	-1.217056149
Mean	747.0169851
Median Absolute Deviation (MAD)	122
Skewness	0.02108472638
Sum	351845
Variance	19861.88056
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
522	5	1.1%
534	5	1.1%
855	4	0.8%
857	4	0.8%
733	4	0.8%
631	4	0.8%
626	4	0.8%
702	4	0.8%
804	4	0.8%
639	4	0.8%
Other values (284)	429	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
501	2	0.4%
506	1	0.2%
507	1	0.2%
511	1	0.2%
513	1	0.2%

Value	Count	Frequency (%)
998	1	0.2%
997	1	0.2%
991	1	0.2%
990	1	0.2%
989	3	0.6%

Strasse
Categorical

Distinct	12
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

A3	167
A9	134
A99	34
A73	29
A96	26
Other values (7)	81

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	167	35.5%
A9	134	28.5%
A99	34	7.2%
A73	29	6.2%
A96	26	5.5%
A6	24	5.1%
A7	18	3.8%
A92	15	3.2%
A94	11	2.3%
A93	10	2.1%
Other values (2)	3	0.6%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.271762208
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

7	237
3	210
2	21
1	3

Frequencies
Length

Value	Count	Frequency (%)
7	237	50.3%
3	210	44.6%
2	21	4.5%
1	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.182590234
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.761465323
Coefficient of variation (CV)	0.3398812647
Kurtosis	1.092116449
Mean	5.182590234
Median Absolute Deviation (MAD)	0
Skewness	-1.645017727
Sum	2441
Variance	3.102760085
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
6	354	75.2%
1	56	11.9%
3	39	8.3%
7	17	3.6%
5	5	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	56	11.9%
3	39	8.3%
5	5	1.1%
6	354	75.2%
7	17	3.6%

Value	Count	Frequency (%)
7	17	3.6%
6	354	75.2%
5	5	1.1%
3	39	8.3%
1	56	11.9%

Betei
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.225053079
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3.5
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7937848651
Coefficient of variation (CV)	0.3567487323
Kurtosis	14.96809288
Mean	2.225053079
Median Absolute Deviation (MAD)	0
Skewness	2.728535288
Sum	1048
Variance	0.6300944121
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	325	69.0%
3	83	17.6%
1	39	8.3%
4	19	4.0%
8	2	0.4%
7	1	0.2%
6	1	0.2%
5	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	39	8.3%
2	325	69.0%
3	83	17.6%
4	19	4.0%
5	1	0.2%

Value	Count	Frequency (%)
8	2	0.4%
7	1	0.2%
6	1	0.2%
5	1	0.2%
4	19	4.0%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.123142251
Minimum	0
Maximum	9
Zeros	13
Zeros (%)	2.8%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.098052668
Coefficient of variation (CV)	0.6717762113
Kurtosis	1.892733031
Mean	3.123142251
Median Absolute Deviation (MAD)	1
Skewness	1.634104194
Sum	1471
Variance	4.401824999
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	207	43.9%
3	142	30.1%
5	31	6.6%
8	27	5.7%
1	23	4.9%
9	21	4.5%
0	13	2.8%
7	6	1.3%
6	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.8%
1	23	4.9%
2	207	43.9%
3	142	30.1%
5	31	6.6%

Value	Count	Frequency (%)
9	21	4.5%
8	27	5.7%
7	6	1.3%
6	1	0.2%
5	31	6.6%

UArt2
Real number (ℝ)

Distinct	7
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.3609341826
Minimum	-1
Maximum	9
Zeros	1
Zeros (%)	0.2%
Memory size	3.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	8
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.289960136
Coefficient of variation (CV)	-6.344536611
Kurtosis	11.09146085
Mean	-0.3609341826
Median Absolute Deviation (MAD)	0
Skewness	3.548931105
Sum	-170
Variance	5.243917423
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-1	432	91.7%
9	18	3.8%
8	8	1.7%
3	8	1.7%
5	2	0.4%
1	2	0.4%
0	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	432	91.7%
0	1	0.2%
1	2	0.4%
3	8	1.7%
5	2	0.4%

Value	Count	Frequency (%)
9	18	3.8%
8	8	1.7%
5	2	0.4%
3	8	1.7%
1	2	0.4%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.473460722
Minimum	0
Maximum	89
Zeros	437
Zeros (%)	92.8%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19.70178835
Coefficient of variation (CV)	3.599512147
Kurtosis	9.388591378
Mean	5.473460722
Median Absolute Deviation (MAD)	0
Skewness	3.353122558
Sum	2578
Variance	388.1604644
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	437	92.8%
73	16	3.4%
72	9	1.9%
82	4	0.8%
89	2	0.4%
88	2	0.4%
80	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	437	92.8%
72	9	1.9%
73	16	3.4%
80	1	0.2%
82	4	0.8%

Value	Count	Frequency (%)
89	2	0.4%
88	2	0.4%
82	4	0.8%
80	1	0.2%
73	16	3.4%

AUrs2
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

0	469
81	1
80	1

Frequencies
Length

Value	Count	Frequency (%)
0	469	99.6%
81	1	0.2%
80	1	0.2%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.004246285
Min length	1

AufHi
Categorical

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	399
3	58
4	11
5	3

Frequencies
Length

Value	Count	Frequency (%)
-1	399	84.7%
3	58	12.3%
4	11	2.3%
5	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.847133758
Min length	1

Alkoh
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	465
1	6

Frequencies
Length

Value	Count	Frequency (%)
-1	465	98.7%
1	6	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987261146
Min length	1

Char1
Categorical

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	447
5	11
4	10
6	3

Frequencies
Length

Value	Count	Frequency (%)
-1	447	94.9%
5	11	2.3%
4	10	2.1%
6	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.949044586
Min length	1

Char2
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	465
6	6

Frequencies
Length

Value	Count	Frequency (%)
-1	465	98.7%
6	6	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987261146
Min length	1

Bes1
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	328
6	143

Frequencies
Length

Value	Count	Frequency (%)
-1	328	69.6%
6	143	30.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.696390658
Min length	1

Bes2
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	471

Frequencies
Length

Value	Count	Frequency (%)
-1	471	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Lich1
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

0	402
2	49
1	20

Frequencies
Length

Value	Count	Frequency (%)
0	402	85.4%
2	49	10.4%
1	20	4.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	402
4	67
3	2

Frequencies
Length

Value	Count	Frequency (%)
-1	402	85.4%
4	67	14.2%
3	2	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.853503185
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

0	372
1	89
2	9
-1	1

Frequencies
Length

Value	Count	Frequency (%)
0	372	79.0%
1	89	18.9%
2	9	1.9%
-1	1	0.2%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002123142
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	467
2	4

Frequencies
Length

Value	Count	Frequency (%)
-1	467	99.2%
2	4	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.991507431
Min length	1

Fstf
Categorical

MISSING

Distinct	6
Distinct (%)	1.3%
Missing	25
Missing (%)	5.3%
Memory size	3.7 KiB

2	216
1	139
3	71
4	13
S	6

Frequencies
Length

Value	Count	Frequency (%)
2	216	45.9%
1	139	29.5%
3	71	15.1%
4	13	2.8%
S	6	1.3%
5	1	0.2%
(Missing)	25	5.3%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.106157113
Min length	1

WoTag
Categorical

Distinct	8
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

Fr	97
Do	85
Mi	73
Mo	67
Di	62
Other values (3)	87

Frequencies
Length

Value	Count	Frequency (%)
Fr	97	20.6%
Do	85	18.0%
Mi	73	15.5%
Mo	67	14.2%
Di	62	13.2%
Sa	43	9.1%
So	41	8.7%
	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987261146
Min length	0

FeiTag
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

-1	461
1	10

Frequencies
Length

Value	Count	Frequency (%)
-1	461	97.9%
1	10	2.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.978768577
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

Jul	81
Aug	54
Sep	49
Oct	44
Nov	39
Other values (7)	204

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	81	17.2%
Aug	54	11.5%
Sep	49	10.4%
Oct	44	9.3%
Nov	39	8.3%
Mar	36	7.6%
Apr	33	7.0%
Dec	33	7.0%
May	31	6.6%
Jun	31	6.6%
Other values (2)	40	8.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
0	2	162	89	13925	7212	0	0	50	3	2	4	4	1293	804	A3	3	6	5	2	9	0	3	-1	-1	-1	-1	-1	0	-1	1	-1	2	Mi	-1	Jan
1	5	45	20	7483	3057	0	0	42	3	2	5	5	1044	780	A6	3	6	3	2	-1	0	-1	1	-1	-1	-1	-1	0	-1	0	-1	1	Mi	-1	Jan
2	8	138	55	6415	3142	0	0	42	3	2	4	4	1803	985	A9	7	1	2	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	Fr	-1	Jan
3	9	105	61	9941	2555	0	112	22	3	3	5	-1	1657	905	A9	3	6	3	2	-1	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	4	Fr	-1	Jan
4	10	873	225	31413	4387	0	0	13	3	2	5	5	1674	752	A3	7	1	1	9	-1	73	3	-1	-1	-1	-1	-1	0	-1	1	-1	3	Sa	-1	Jan
5	13	189	76	27987	10911	0	0	39	3	2	4	4	1247	531	A9	3	1	2	3	-1	72	-1	-1	5	-1	-1	-1	0	-1	1	2	1	Sa	-1	Jan
6	19	9	7	4461	2207	9	0	49	5	2	-1	4	1925	812	A7	7	1	1	8	-1	72	3	-1	-1	-1	-1	-1	2	4	2	-1	2	So	1	Jan
7	27	45	29	4739	2782	21	210	61	5	3	-1	-1	1015	984	A6	7	3	2	1	-1	0	-1	-1	-1	-1	-1	-1	0	-1	1	2	2	Mi	-1	Jan
8	31	90	56	6144	3235	0	0	51	3	2	5	5	1881	598	A6	7	6	2	0	8	0	3	-1	-1	-1	-1	-1	0	-1	1	-1	2	Do	-1	Jan
9	33	126	83	2896	2010	0	0	65	3	2	5	5	1659	895	A93	7	6	2	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	2	-1	2	Do	-1	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	SpatDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
461	1817	78	19	6741	1718	0	23	3	2	4	4	1285	899	A94	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	1	4	0	-1	3	Di	-1	Dec
462	1824	150	37	14755	6121	0	41	3	2	5	5	1913	774	A3	3	6	4	2	-1	-1	-1	-1	-1	-1	-1	2	4	1	-1	1		-1	Dec
463	1827	18	11	2417	1564	0	48	3	2	4	4	1097	663	A9	7	1	1	8	-1	3	-1	5	6	-1	-1	2	4	0	-1	3	Do	-1	Dec
464	1829	792	263	37046	8388	0	22	3	2	4	4	1421	655	A3	7	6	2	2	-1	-1	-1	-1	-1	-1	-1	2	4	1	-1	2		-1	Dec
465	1830	696	199	23966	6775	0	27	3	2	5	5	1854	982	A3	3	6	3	2	-1	-1	-1	-1	-1	6	-1	2	4	1	-1	2	Fr	-1	Dec
466	1833	729	275	36911	8020	0	21	3	2	5	5	1782	567	A3	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
467	1834	300	160	15639	8285	0	52	3	2	4	4	1076	855	A3	3	6	8	1	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
468	1835	300	160	15639	8285	0	52	3	2	5	5	1076	855	A3	3	6	2	2	-1	-1	-1	6	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
469	1837	87	24	17069	3715	310	21	3	3	5	-1	1017	969	A3	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
470	1852	123	46	8519	3828	0	42	3	2	4	4	1928	876	A9	3	6	2	1	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	1	Do	1	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows